{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Playground"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Test 2D Wavelet Decomposition function\n",
    "This function(fwdHaarDWT2D) computes the 2D Wavelet Transform in the image. All the input images are passed through a Haar Wavelet Decomposition module, to get the LL, LH, HL and HHH component of the image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from PIL import Image\n",
    "from matplotlib import pyplot as plt\n",
    "from haar2D import fwdHaarDWT2D\n",
    "\n",
    "img = Image.open('./positiveImages/350_letterbox1024.jpg').convert('L')\n",
    "img = img.transpose(Image.FLIP_LEFT_RIGHT)\n",
    "img.save('chl.jpg')\n",
    "LL, LH, HL, HH = fwdHaarDWT2D(img)\n",
    "fig, axes = plt.subplots(2, 2)\n",
    "fig.tight_layout()\n",
    "axes[0, 0].imshow(LL)\n",
    "axes[0, 1].imshow(LH)\n",
    "axes[1, 0].imshow(HL)\n",
    "axes[1, 1].imshow(HH)\n",
    "axes[0, 0].set_title(\"LL\")\n",
    "axes[0, 1].set_title(\"LH\")\n",
    "axes[1, 0].set_title(\"HL\")\n",
    "axes[1, 1].set_title(\"HH\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Test training data creation\n",
    "The training images need to be put in two folders. positiveImages and negativeImages. positiveImages are the images which are captured from the display devices and has the presence of stron or weak Moiré patterms in it.\n",
    "negativeImages are the ones without Moiré Patterns (i.e. the images which are not captured from the display devices) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from os import listdir\n",
    "from os.path import isfile, join\n",
    "from PIL import Image\n",
    "import createTrainingData\n",
    "\n",
    "positiveImagePath = './positiveImages'\n",
    "negativeImagePath = './negativeImages'\n",
    "\n",
    "os.system(\"python createTrainingData.py {} {} {}\".format(positiveImagePath, negativeImagePath, 0))\n",
    "   "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Test CNN training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "positiveTrainImagePath = './trainDataPositive'\n",
    "negativeTrainImagePath = './trainDataNegative'\n",
    "epochs = 1\n",
    "    \n",
    "os.system(\"python train.py {} {} {} {} {}\".format(positiveImagePath, negativeImagePath, positiveTrainImagePath, negativeTrainImagePath, epochs))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Test CNN Evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weightsFile = \"moirePattern3CNN_.h5\"\n",
    "    \n",
    "os.system(\"python test.py {} {} {}\".format(weightsFile, positiveImagePath, negativeImagePath))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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